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A notebook at the threshold of a new craft

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Notes on engineering, AI, and what it means to build software while the discipline itself is being rewritten.

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AI in the SDLC: Why the Bill for Cutting Juniors Comes Due in 2030

April 26, 2026ᛃ8 min readᛃ

Junior developers see 27-39% productivity gains from AI; seniors see 8-13%. The naive read is replace the seniors. The real read, and what it means for fintech orgs picking a strategy in 2026, is the opposite.

aiengineering-leadershipsoftware-engineeringcareer-developmentsdlc

Your Code Reviews Were Not Built for This

April 3, 2026ᛃ8 min readᛃ

AI-driven throughput has broken the assumptions behind traditional code review. Here is how to shift from exhaustive line-by-line scrutiny to higher-order architectural thinking without losing accountability.

aiengineering-leadershipcode-reviewsoftware-development

What a Thousand-Year-Old Poem Taught Me About Building with AI

March 13, 2026ᛃ8 min readᛃ

The Poetic Edda's advice on wisdom, deception, and transformation maps uncomfortably well onto the challenges of the AI age. Here is what the old poems get right.

aileadershipphilosophy